The heat in the garage was suffocating, and Leo could feel sweat trickling down his back. He didn't want to be here. Not looking through this box, certainly not on this scorching afternoon, and especially not reading his father’s handwritten list. Item one: "Build a birdhouse." His father, a man who barely knew a screwdriver from a hammer, wanted to build a birdhouse? Leo tossed the list aside, the paper crackling in the humid air. He considered leaving, but the memory of his sister's pleading eyes held him rooted in place. He picked up his father's dusty toolbox, and with a heavy sigh, opened it.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391